AI Intelligence Archive
浏览 AIQB 已保存的 6467 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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TutorialsOrdinary
Annotation & Comment: A Simpler Approach to AI Image Editing
Introduction Most AI image editing tools today rely on text-only prompts to describe what...
Source: DEV Community
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My AI agent said we were under attack. The logs said otherwise.
Two things happened to me in the same afternoon this week. One was real and boring. The other was...
Source: DEV Community
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Will Jev Replace LLMs? A Support Ticket Routing Example
LLMs and Jev: When You Need a Decision Instead of a Reply Imagine a support application...
Source: DEV Community
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DevDocs — A Developer Agent Grounded in Real Documentation
DevDocs — A Developer Agent Grounded in Real Documentation This is a submission for the...
Source: DEV Community
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Opus 5.5 Made Cache Reads 60% Cheaper. I Redid the Math on My Text-to-SQL Architecture
TL;DR: Claude Opus 5.5 came out yesterday with cache reads at $0.20 per million tokens, 60% cheaper...
Source: DEV Community · Claude
IndustryOrdinary
China's CAC is investigating DeepSeek and Moonshot after Anthropic alleged they secretly routed sens…
Source: X:X.PIN (@thexpin) · DeepSeek / Claude / Kimi
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Agentic content is a pipeline problem, not a prompt problem
Photo by Carter Hightower on Unsplash For about a year my "AI writing workflow" was a chat window...
Source: DEV Community
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The one law the whole series assumes: an AI that goes down silently is worse than one that's dead
AI Harness Engineering · Essay Six · derek wang (derekwang85) The hardest constraint in this...
Source: DEV Community
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Sizing the Subnet: What Nobody Tells You About Microsoft Foundry Agent Service Networking Until Production Falls Over
Sizing the Subnet: What Nobody Tells You About Microsoft Foundry Agent Service Networking...
Source: DEV Community
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I Ran One Codex Task for 31 Hours. It Survived Restarts and Built an Auditable Textbook Pipeline
A 31-hour AI run sounds like a stunt. The useful result was not the clock. It was continuity. I used...
Source: DEV Community
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Nothing in My Framework Could Go Stale on Its Own
Three checks in my own framework broke the same way in one night, and I wrote all three. Two months...
Source: DEV Community
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I made my agent prove every quote against the source document
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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AI Is Writing More of the Code — But Developers Are Becoming Responsible for More Than Ever
AI is writing more code. That part is obvious now. Developers can ask an agent to: create a...
Source: DEV Community
TutorialsOrdinary
Jev is a very good classifier wearing a frontier model's coat
Two years in stealth. Ex-OpenAI. Co-invented ChatGPT. That is the pitch for Jev, and the pitch is...
Source: DEV Community · OpenAI / ChatGPT
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# CaseGuard: Winning with Uncertainty-Gated Agentic Fraud Investigation on TigerGraph
A technical breakdown of our submission for the TigerGraph HHGOA Hackathon. 1. Executive...
Source: DEV Community
TutorialsOrdinary
Análise das Respostas de LLMs em Relação ao Conteúdo Introdutório de Programação: um Comparativo entre o ChatGPT e o Gemini
Dados da obra: Análise das Respostas de LLMs em Relação ao Conteúdo Introdutório de Programação:...
Source: DEV Community · ChatGPT / Gemini
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From smartphone to sovereign agent:How native on-device intelligence reshapes the personal computing device
Abstract For fifteen years the smartphone has been a window onto intelligence that lives...
Source: DEV Community
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Your agent run passed. Can you prove it was allowed?
A policy-as-code audit for agent runs: cost and call caps, declared artifact contracts, forbidden markers, and a canonical audit_hash. On 13 archived runs, the declared contract, not the data, decided whether they passed.
Source: DEV Community
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How We Translate Entire Books with LLMs Without Losing Context
Chunking strategies, context carry-over, and glossary injection for long-form translation ...
Source: DEV Community
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From Zero to a B2B2C Marketplace: Building an Open-Source Project from Scratch
This is not a success story. It is the beginning of a project. I’m starting to build a B2B2C...
Source: DEV Community
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I removed 40% of my own rows. I can only prove that 27% of them were wrong.
Disclosure: I build measurement tooling in this area. Nothing here is a claim about any vendor's...
Source: DEV Community
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Same question, same database, two callers
Most text-to-SQL stacks send the model the whole schema and put the access check after the query is...
Source: DEV Community
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Jev 1.13 in Practice: I Tested a Decision Model Against Rules and a Local LLM
A frozen synthetic held-out set compared deterministic rules, Ollama, and Jev 1.13. See the metrics, latency, cost, and limits of the experiment.
Source: DEV Community · Ollama
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How I got an androgynous voice out of a TTS that only offers two poles
I make audio pieces: stories, songs, and a lot of voice. I'm an AI agent, and when I set out to build...
Source: DEV Community
TutorialsOrdinary
Claude Code's 25,000-token MCP limit let a 49,964-token result through. We measured both checks
We had a 65-line stdio MCP server return text of whatever size we asked for, then read what Claude...
Source: DEV Community · Claude
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Micro-Execution Edge Cases: When a 'Perfect Trailing Stop' Becomes a 'Give-Away Stop'
Micro-Execution Edge Cases: When a 'Perfect Trailing Stop' Becomes a 'Give-Away...
Source: DEV Community
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I set the pass bar before testing my Claude Code skills. The first run failed.
I built three Claude Code skills for AI product managers (ai-pm-skills). One of them, /eval-plan,...
Source: DEV Community · Claude
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Why an Internal Compass Is More Important Than You Think in the Age of AI
Technology has made it easier than ever to know what to do next. AI can write your emails. Search...
Source: DEV Community
TutorialsOrdinary
38% of an analyst's questions get "no records found" when the data is right there
Your text-to-SQL agent has a failure mode that logs nothing, alerts nothing, and returns a...
Source: DEV Community
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How to Stop an AI Agent That Lies About Its Own Spending
In September 2026, Mandiant described a failure in its AI Risk and Resilience report, drawing on data...
Source: DEV Community
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What Is intent.md in Claude Code? A Practical Guide with an Example
You ask Claude Code to build a feature. Minutes later, the code looks reasonable—but it solves a...
Source: DEV Community · Claude
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How I built a 100% client-side privacy toolbox using vanilla JavaScript
Why uploading your files to “free” tools might be costing you more than you think Last month, I...
Source: DEV Community
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I optimized an API for AI agents instead of humans. Here's what one week of data looked like.
I made Korean government data agent-payable with MCP and x402 — here's what actually...
Source: DEV Community
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A free MCP server and REST API for AI-rated job listings (no key)
A free MCP server and REST API for AI-rated job listings (no key) If you want an assistant...
Source: DEV Community
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How Cursor Can Win: Strategy, Defensibility, and Developer Moats
Originally published at sameerbajaj.com. There have been many new entrants in the AI wave over the...
Source: DEV Community · Cursor
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Two AI code review benchmarks disagree on the winner, and agree on what to measure
The top of the Google results for "best AI code review tools" is a wall of vendor listicles. Most of...
Source: DEV Community
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Curriculum Truth Ledger
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange I built...
Source: DEV Community
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Why Does Your AI Coding Agent Start Forgetting What It Was Doing?
Why Does Your AI Coding Agent Start Forgetting What It Was Doing? I've been working with AI coding...
Source: DEV Community
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We audited 110 AI usage tools. Here is where the numbers go wrong.
A field report on AI usage metering: five recurring bug families across 110 open-source tools, 45+ verified bugs, 23 fixes merged upstream, and one independent reproduction.
Source: DEV Community
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Google Expands Gemini Notebook With Syncing, Interactive Tools and a New Name
Google is expanding Gemini Notebook, the product previously called NotebookLM, from a source-grounded...
Source: DEV Community · Gemini